Overview

Brought to you by YData

Dataset statistics

Number of variables	38
Number of observations	7043
Missing cells	1526
Missing cells (%)	0.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.5 MiB
Average record size in memory	220.0 B

Variable types

Text	2
Categorical	8
Numeric	15
Boolean	13

Alerts

`avg_monthly_gb_download` is highly overall correlated with `internet_service`	High correlation
`avg_monthly_long_distance_charges` is highly overall correlated with `phone_service` and 1 other fields	High correlation
`churn_category` is highly overall correlated with `churn_reason` and 1 other fields	High correlation
`churn_reason` is highly overall correlated with `churn_category` and 1 other fields	High correlation
`customer_status` is highly overall correlated with `churn_category` and 1 other fields	High correlation
`device_protection_plan` is highly overall correlated with `total_charges`	High correlation
`internet_service` is highly overall correlated with `avg_monthly_gb_download` and 3 other fields	High correlation
`internet_type` is highly overall correlated with `internet_service` and 2 other fields	High correlation
`latitude` is highly overall correlated with `longitude` and 1 other fields	High correlation
`longitude` is highly overall correlated with `latitude` and 1 other fields	High correlation
`married` is highly overall correlated with `number_of_referrals`	High correlation
`monthly_charge` is highly overall correlated with `internet_service` and 9 other fields	High correlation
`multiple_lines` is highly overall correlated with `monthly_charge`	High correlation
`number_of_referrals` is highly overall correlated with `married`	High correlation
`offer` is highly overall correlated with `tenure_in_months`	High correlation
`online_backup` is highly overall correlated with `total_charges`	High correlation
`phone_service` is highly overall correlated with `avg_monthly_long_distance_charges` and 1 other fields	High correlation
`streaming_movies` is highly overall correlated with `monthly_charge` and 3 other fields	High correlation
`streaming_music` is highly overall correlated with `monthly_charge` and 1 other fields	High correlation
`streaming_tv` is highly overall correlated with `monthly_charge` and 2 other fields	High correlation
`tenure_in_months` is highly overall correlated with `offer` and 3 other fields	High correlation
`total_charges` is highly overall correlated with `device_protection_plan` and 7 other fields	High correlation
`total_long_distance_charges` is highly overall correlated with `avg_monthly_long_distance_charges` and 3 other fields	High correlation
`total_revenue` is highly overall correlated with `monthly_charge` and 3 other fields	High correlation
`unlimited_data` is highly overall correlated with `internet_service` and 2 other fields	High correlation
`zip_code` is highly overall correlated with `latitude` and 1 other fields	High correlation
`phone_service` is highly imbalanced (54.1%)	Imbalance
`churn_reason` is highly imbalanced (54.1%)	Imbalance
`avg_monthly_gb_download` has 1526 (21.7%) missing values	Missing
`customer_id` has unique values	Unique
`number_of_dependents` has 5416 (76.9%) zeros	Zeros
`number_of_referrals` has 3821 (54.3%) zeros	Zeros
`avg_monthly_long_distance_charges` has 682 (9.7%) zeros	Zeros
`monthly_charge` has 120 (1.7%) zeros	Zeros
`total_refunds` has 6518 (92.5%) zeros	Zeros
`total_extra_data_charges` has 6315 (89.7%) zeros	Zeros
`total_long_distance_charges` has 682 (9.7%) zeros	Zeros

Reproduction

Analysis started	2025-02-25 13:37:42.239588
Analysis finished	2025-02-25 13:38:17.141037
Duration	34.9 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

customer_id
Text

Unique

Distinct	7043
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	70430
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7043 ?
Unique (%)	100.0%

Sample

1st row	0002-ORFBO
2nd row	0003-MKNFE
3rd row	0004-TLHLJ
4th row	0011-IGKFF
5th row	0013-EXCHZ

Value	Count	Frequency (%)
0011-igkff	1	< 0.1%
9995-hotoh	1	< 0.1%
0002-orfbo	1	< 0.1%
9971-zwpbf	1	< 0.1%
9972-ewrjs	1	< 0.1%
9972-nktfd	1	< 0.1%
9972-vafjj	1	< 0.1%
9974-jfbhq	1	< 0.1%
9975-gpkzu	1	< 0.1%
9975-skrnr	1	< 0.1%
Other values (7033)	7033	99.9%

Most occurring characters

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	35215	50.0%
Decimal Number	28172	40.0%
Dash Punctuation	7043	10.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
F	1363	3.9%
Other values (16)	21380	60.7%

Decimal Number

Value	Count	Frequency (%)
2	2901	10.3%
9	2881	10.2%
6	2870	10.2%
7	2836	10.1%
0	2831	10.0%
8	2812	10.0%
5	2810	10.0%
3	2791	9.9%
1	2726	9.7%
4	2714	9.6%

Dash Punctuation

Value	Count	Frequency (%)
-	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	35215	50.0%
Latin	35215	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
F	1363	3.9%
Other values (16)	21380	60.7%

Common

Value	Count	Frequency (%)
-	7043	20.0%
2	2901	8.2%
9	2881	8.2%
6	2870	8.1%
7	2836	8.1%
0	2831	8.0%
8	2812	8.0%
5	2810	8.0%
3	2791	7.9%
1	2726	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70430	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Male	3555
Female	3488

Length

Max length	6
Median length	4
Mean length	4.990487
Min length	4

Characters and Unicode

Total characters	35148
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	3555	50.5%
Female	3488	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	3555	50.5%
female	3488	49.5%

Most occurring characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28105	80.0%
Uppercase Letter	7043	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10531	37.5%
a	7043	25.1%
l	7043	25.1%
m	3488	12.4%

Uppercase Letter

Value	Count	Frequency (%)
M	3555	50.5%
F	3488	49.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35148	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	35148	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

age
Real number (ℝ)

Distinct	62
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.509726

Minimum	19
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	19
5-th percentile	21
Q1	32
median	46
Q3	60
95-th percentile	75
Maximum	80
Range	61
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.750352
Coefficient of variation (CV)	0.36014729
Kurtosis	-1.0028495
Mean	46.509726
Median Absolute Deviation (MAD)	14
Skewness	0.16218645
Sum	327568
Variance	280.57428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	156	2.2%
47	153	2.2%
40	150	2.1%
44	148	2.1%
23	146	2.1%
56	144	2.0%
62	143	2.0%
35	142	2.0%
21	140	2.0%
33	139	2.0%
Other values (52)	5582	79.3%

Value	Count	Frequency (%)
19	127	1.8%
20	127	1.8%
21	140	2.0%
22	130	1.8%
23	146	2.1%
24	109	1.5%
25	138	2.0%
26	115	1.6%
27	132	1.9%
28	119	1.7%

Value	Count	Frequency (%)
80	66	0.9%
79	76	1.1%
78	63	0.9%
77	72	1.0%
76	69	1.0%
75	74	1.1%
74	76	1.1%
73	85	1.2%
72	58	0.8%
71	68	1.0%

married
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	3641
True	3402

Value	Count	Frequency (%)
False	3641	51.7%
True	3402	48.3%

number_of_dependents
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46869232

Minimum	0
Maximum	9
Zeros	5416
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.96280195
Coefficient of variation (CV)	2.0542303
Kurtosis	4.4463579
Mean	0.46869232
Median Absolute Deviation (MAD)	0
Skewness	2.109932
Sum	3301
Variance	0.9269876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
5	10	0.1%
4	9	0.1%
6	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
4	9	0.1%
5	10	0.1%
6	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	3	< 0.1%
5	10	0.1%
4	9	0.1%
3	517	7.3%
2	531	7.5%
1	553	7.9%
0	5416	76.9%

city
Text

Distinct	1106
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	22
Median length	19
Mean length	9.2034644
Min length	3

Characters and Unicode

Total characters	64820
Distinct characters	52
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Frazier Park
2nd row	Glendale
3rd row	Costa Mesa
4th row	Martinez
5th row	Camarillo

Value	Count	Frequency (%)
san	718	6.9%
los	337	3.3%
angeles	293	2.8%
diego	285	2.8%
santa	181	1.8%
valley	171	1.7%
beach	169	1.6%
city	150	1.5%
sacramento	116	1.1%
jose	112	1.1%
Other values (1110)	7807	75.5%

Most occurring characters

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	51185	79.0%
Uppercase Letter	10339	16.0%
Space Separator	3296	5.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	6946	13.6%
e	6111	11.9%
n	5134	10.0%
o	5074	9.9%
l	3970	7.8%
r	3568	7.0%
i	3423	6.7%
s	2853	5.6%
t	2602	5.1%
d	1669	3.3%
Other values (16)	9835	19.2%

Uppercase Letter

Value	Count	Frequency (%)
S	1576	15.2%
C	977	9.4%
L	869	8.4%
B	731	7.1%
A	651	6.3%
M	599	5.8%
P	582	5.6%
D	533	5.2%
F	471	4.6%
R	447	4.3%
Other values (15)	2903	28.1%

Space Separator

Value	Count	Frequency (%)
	3296	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	61524	94.9%
Common	3296	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	6946	11.3%
e	6111	9.9%
n	5134	8.3%
o	5074	8.2%
l	3970	6.5%
r	3568	5.8%
i	3423	5.6%
s	2853	4.6%
t	2602	4.2%
d	1669	2.7%
Other values (41)	20174	32.8%

Common

Value	Count	Frequency (%)
	3296	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	64820	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

zip_code
Real number (ℝ)

High correlation

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93486.071

Minimum	90001
Maximum	96150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	90001
5-th percentile	90241.1
Q1	92101
median	93518
Q3	95329
95-th percentile	96020.9
Maximum	96150
Range	6149
Interquartile range (IQR)	3228

Descriptive statistics

Standard deviation	1856.7675
Coefficient of variation (CV)	0.019861435
Kurtosis	-1.1739154
Mean	93486.071
Median Absolute Deviation (MAD)	1605
Skewness	-0.20961512
Sum	6.584224 × 10⁸
Variance	3447585.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92028	43	0.6%
92027	38	0.5%
92122	36	0.5%
92117	34	0.5%
92126	32	0.5%
92592	30	0.4%
92109	27	0.4%
92130	22	0.3%
92121	20	0.3%
92129	16	0.2%
Other values (1616)	6745	95.8%

Value	Count	Frequency (%)
90001	4	0.1%
90002	4	0.1%
90003	5	0.1%
90004	5	0.1%
90005	4	0.1%
90006	5	0.1%
90007	5	0.1%
90008	5	0.1%
90010	4	0.1%
90011	5	0.1%

Value	Count	Frequency (%)
96150	2	< 0.1%
96148	4	0.1%
96146	4	0.1%
96145	3	< 0.1%
96143	4	0.1%
96142	3	< 0.1%
96141	3	< 0.1%
96140	4	0.1%
96137	4	0.1%
96136	4	0.1%

latitude
Real number (ℝ)

High correlation

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.197455

Minimum	32.555828
Maximum	41.962127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	32.555828
5-th percentile	32.886925
Q1	33.990646
median	36.205465
Q3	38.161321
95-th percentile	40.497425
Maximum	41.962127
Range	9.406299
Interquartile range (IQR)	4.170675

Descriptive statistics

Standard deviation	2.4689287
Coefficient of variation (CV)	0.068207245
Kurtosis	-1.1605061
Mean	36.197455
Median Absolute Deviation (MAD)	2.169863
Skewness	0.31480427
Sum	254938.67
Variance	6.0956088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.362575	43	0.6%
33.141265	38	0.5%
32.85723	36	0.5%
32.825086	34	0.5%
32.886925	32	0.5%
33.507255	30	0.4%
32.787836	27	0.4%
32.957195	22	0.3%
32.898613	20	0.3%
32.961064	16	0.2%
Other values (1616)	6745	95.8%

Value	Count	Frequency (%)
32.555828	5	0.1%
32.578103	4	0.1%
32.579134	4	0.1%
32.587557	5	0.1%
32.605012	4	0.1%
32.607964	5	0.1%
32.619465	5	0.1%
32.622999	4	0.1%
32.636792	4	0.1%
32.64164	5	0.1%

Value	Count	Frequency (%)
41.962127	4	0.1%
41.950683	4	0.1%
41.949216	4	0.1%
41.932207	3	< 0.1%
41.924174	3	< 0.1%
41.867908	4	0.1%
41.831901	4	0.1%
41.816595	4	0.1%
41.813521	4	0.1%
41.769709	4	0.1%

longitude
Real number (ℝ)

High correlation

Distinct	1625
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-119.75668

Minimum	-124.30137
Maximum	-114.1929
Zeros	0
Zeros (%)	0.0%
Negative	7043
Negative (%)	100.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	-124.30137
5-th percentile	-122.9755
Q1	-121.78809
median	-119.59529
Q3	-117.9698
95-th percentile	-116.87326
Maximum	-114.1929
Range	10.108471
Interquartile range (IQR)	3.818295

Descriptive statistics

Standard deviation	2.1544251
Coefficient of variation (CV)	-0.01799002
Kurtosis	-1.1912906
Mean	-119.75668
Median Absolute Deviation (MAD)	1.848851
Skewness	-0.091931635
Sum	-843446.32
Variance	4.6415475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-117.299644	43	0.6%
-116.967221	38	0.5%
-117.209774	36	0.5%
-117.199424	34	0.5%
-117.152162	32	0.5%
-117.029473	30	0.4%
-117.232376	27	0.4%
-117.202542	22	0.3%
-117.202937	20	0.3%
-117.134917	16	0.2%
Other values (1615)	6745	95.8%

Value	Count	Frequency (%)
-124.301372	4	0.1%
-124.240051	4	0.1%
-124.217378	4	0.1%
-124.210902	4	0.1%
-124.189977	4	0.1%
-124.163234	4	0.1%
-124.15428	4	0.1%
-124.121504	4	0.1%
-124.108897	4	0.1%
-124.098739	4	0.1%

Value	Count	Frequency (%)
-114.192901	4	0.1%
-114.36514	5	0.1%
-114.702256	4	0.1%
-114.71612	4	0.1%
-114.758334	5	0.1%
-114.850784	4	0.1%
-115.152865	2	< 0.1%
-115.191857	5	0.1%
-115.257009	5	0.1%
-115.287901	4	0.1%

number_of_referrals
Real number (ℝ)

High correlation Zeros

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9518671

Minimum	0
Maximum	11
Zeros	3821
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0011993
Coefficient of variation (CV)	1.5376043
Kurtosis	0.72196393
Mean	1.9518671
Median Absolute Deviation (MAD)	0
Skewness	1.4460596
Sum	13747
Variance	9.0071972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
5	264	3.7%
3	255	3.6%
7	248	3.5%
9	238	3.4%
2	236	3.4%
4	236	3.4%
10	223	3.2%
6	221	3.1%
Other values (2)	215	3.1%

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
2	236	3.4%
3	255	3.6%
4	236	3.4%
5	264	3.7%
6	221	3.1%
7	248	3.5%
8	213	3.0%
9	238	3.4%

Value	Count	Frequency (%)
11	2	< 0.1%
10	223	3.2%
9	238	3.4%
8	213	3.0%
7	248	3.5%
6	221	3.1%
5	264	3.7%
4	236	3.4%
3	255	3.6%
2	236	3.4%

tenure_in_months
Real number (ℝ)

High correlation

Distinct	72
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.386767

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	29
Q3	55
95-th percentile	72
Maximum	72
Range	71
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	24.542061
Coefficient of variation (CV)	0.75778052
Kurtosis	-1.3870524
Mean	32.386767
Median Absolute Deviation (MAD)	22
Skewness	0.24054261
Sum	228100
Variance	602.31276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	613	8.7%
72	362	5.1%
2	238	3.4%
3	200	2.8%
4	176	2.5%
71	170	2.4%
5	133	1.9%
7	131	1.9%
10	127	1.8%
8	123	1.7%
Other values (62)	4770	67.7%

Value	Count	Frequency (%)
1	613	8.7%
2	238	3.4%
3	200	2.8%
4	176	2.5%
5	133	1.9%
6	110	1.6%
7	131	1.9%
8	123	1.7%
9	119	1.7%
10	127	1.8%

Value	Count	Frequency (%)
72	362	5.1%
71	170	2.4%
70	119	1.7%
69	95	1.3%
68	100	1.4%
67	98	1.4%
66	89	1.3%
65	76	1.1%
64	80	1.1%
63	72	1.0%

offer
Categorical

High correlation

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

not specified	3877
offer b	824
offer e	805
offer d	602
offer a	520

Length

Max length	13
Median length	13
Mean length	10.302854
Min length	7

Characters and Unicode

Total characters	72563
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not specified
2nd row	not specified
3rd row	offer e
4th row	offer d
5th row	not specified

Common Values

Value	Count	Frequency (%)
not specified	3877	55.0%
offer b	824	11.7%
offer e	805	11.4%
offer d	602	8.5%
offer a	520	7.4%
offer c	415	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	3877	27.5%
specified	3877	27.5%
offer	3166	22.5%
b	824	5.8%
e	805	5.7%
d	602	4.3%
a	520	3.7%
c	415	2.9%

Most occurring characters

Value	Count	Frequency (%)
e	11725	16.2%
f	10209	14.1%
i	7754	10.7%
o	7043	9.7%
	7043	9.7%
d	4479	6.2%
c	4292	5.9%
s	3877	5.3%
t	3877	5.3%
n	3877	5.3%
Other values (4)	8387	11.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	65520	90.3%
Space Separator	7043	9.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	11725	17.9%
f	10209	15.6%
i	7754	11.8%
o	7043	10.7%
d	4479	6.8%
c	4292	6.6%
s	3877	5.9%
t	3877	5.9%
n	3877	5.9%
p	3877	5.9%
Other values (3)	4510	6.9%

Space Separator

Value	Count	Frequency (%)
	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	65520	90.3%
Common	7043	9.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	11725	17.9%
f	10209	15.6%
i	7754	11.8%
o	7043	10.7%
d	4479	6.8%
c	4292	6.6%
s	3877	5.9%
t	3877	5.9%
n	3877	5.9%
p	3877	5.9%
Other values (3)	4510	6.9%

Common

Value	Count	Frequency (%)
	7043	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	72563	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	11725	16.2%
f	10209	14.1%
i	7754	10.7%
o	7043	9.7%
	7043	9.7%
d	4479	6.2%
c	4292	5.9%
s	3877	5.3%
t	3877	5.3%
n	3877	5.3%
Other values (4)	8387	11.6%

phone_service
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	6361
False	682

Value	Count	Frequency (%)
True	6361	90.3%
False	682	9.7%

avg_monthly_long_distance_charges
Real number (ℝ)

High correlation Zeros

Distinct	3584
Distinct (%)	50.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.958954

Minimum	0
Maximum	49.99
Zeros	682
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.21
median	22.89
Q3	36.395
95-th percentile	47.34
Maximum	49.99
Range	49.99
Interquartile range (IQR)	27.185

Descriptive statistics

Standard deviation	15.448113
Coefficient of variation (CV)	0.6728579
Kurtosis	-1.2546544
Mean	22.958954
Median Absolute Deviation (MAD)	13.6
Skewness	0.049175899
Sum	161699.91
Variance	238.64421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	9.7%
18.26	7	0.1%
22.83	6	0.1%
45.92	6	0.1%
30.07	6	0.1%
18.74	6	0.1%
41.93	6	0.1%
49.51	6	0.1%
42.55	6	0.1%
27.97	6	0.1%
Other values (3574)	6306	89.5%

Value	Count	Frequency (%)
0	682	9.7%
1.01	1	< 0.1%
1.02	3	< 0.1%
1.03	1	< 0.1%
1.05	1	< 0.1%
1.06	1	< 0.1%
1.07	1	< 0.1%
1.08	2	< 0.1%
1.09	2	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
49.99	1	< 0.1%
49.98	3	< 0.1%
49.96	2	< 0.1%
49.95	2	< 0.1%
49.94	1	< 0.1%
49.92	1	< 0.1%
49.91	3	< 0.1%
49.9	3	< 0.1%
49.88	1	< 0.1%
49.87	1	< 0.1%

multiple_lines
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4072
True	2971

Value	Count	Frequency (%)
False	4072	57.8%
True	2971	42.2%

internet_service
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	5517
False	1526

Value	Count	Frequency (%)
True	5517	78.3%
False	1526	21.7%

internet_type
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

fiber optic	3035
dsl	1652
not specified	1526
cable	830

Length

Max length	13
Median length	11
Mean length	8.8497799
Min length	3

Characters and Unicode

Total characters	62329
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	cable
2nd row	cable
3rd row	fiber optic
4th row	fiber optic
5th row	fiber optic

Common Values

Value	Count	Frequency (%)
fiber optic	3035	43.1%
dsl	1652	23.5%
not specified	1526	21.7%
cable	830	11.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fiber	3035	26.2%
optic	3035	26.2%
dsl	1652	14.2%
not	1526	13.2%
specified	1526	13.2%
cable	830	7.2%

Most occurring characters

Value	Count	Frequency (%)
i	9122	14.6%
e	6917	11.1%
c	5391	8.6%
o	4561	7.3%
	4561	7.3%
p	4561	7.3%
f	4561	7.3%
t	4561	7.3%
b	3865	6.2%
s	3178	5.1%
Other values (5)	11051	17.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	57768	92.7%
Space Separator	4561	7.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	9122	15.8%
e	6917	12.0%
c	5391	9.3%
o	4561	7.9%
p	4561	7.9%
f	4561	7.9%
t	4561	7.9%
b	3865	6.7%
s	3178	5.5%
d	3178	5.5%
Other values (4)	7873	13.6%

Space Separator

Value	Count	Frequency (%)
	4561	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	57768	92.7%
Common	4561	7.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	9122	15.8%
e	6917	12.0%
c	5391	9.3%
o	4561	7.9%
p	4561	7.9%
f	4561	7.9%
t	4561	7.9%
b	3865	6.7%
s	3178	5.5%
d	3178	5.5%
Other values (4)	7873	13.6%

Common

Value	Count	Frequency (%)
	4561	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62329	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	9122	14.6%
e	6917	11.1%
c	5391	8.6%
o	4561	7.3%
	4561	7.3%
p	4561	7.3%
f	4561	7.3%
t	4561	7.3%
b	3865	6.2%
s	3178	5.1%
Other values (5)	11051	17.7%

avg_monthly_gb_download
Real number (ℝ)

High correlation Missing

Distinct	49
Distinct (%)	0.9%
Missing	1526
Missing (%)	21.7%
Infinite	0
Infinite (%)	0.0%
Mean	26.189958

Minimum	2
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	13
median	21
Q3	30
95-th percentile	71
Maximum	85
Range	83
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	19.586585
Coefficient of variation (CV)	0.74786623
Kurtosis	0.63684154
Mean	26.189958
Median Absolute Deviation (MAD)	9
Skewness	1.184056
Sum	144490
Variance	383.63432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
19	220	3.1%
27	199	2.8%
30	193	2.7%
59	192	2.7%
26	191	2.7%
23	179	2.5%
22	172	2.4%
21	171	2.4%
18	164	2.3%
13	164	2.3%
Other values (39)	3672	52.1%
(Missing)	1526	21.7%

Value	Count	Frequency (%)
2	116	1.6%
3	130	1.8%
4	129	1.8%
5	114	1.6%
6	114	1.6%
7	116	1.6%
8	120	1.7%
9	116	1.6%
10	132	1.9%
11	145	2.1%

Value	Count	Frequency (%)
85	48	0.7%
82	43	0.6%
76	58	0.8%
75	15	0.2%
73	81	1.2%
71	42	0.6%
69	75	1.1%
59	192	2.7%
58	45	0.6%
57	34	0.5%

online_security
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	5024
True	2019

Value	Count	Frequency (%)
False	5024	71.3%
True	2019	28.7%

online_backup
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4614
True	2429

Value	Count	Frequency (%)
False	4614	65.5%
True	2429	34.5%

device_protection_plan
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4621
True	2422

Value	Count	Frequency (%)
False	4621	65.6%
True	2422	34.4%

premium_tech_support
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4999
True	2044

Value	Count	Frequency (%)
False	4999	71.0%
True	2044	29.0%

streaming_tv
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4336
True	2707

Value	Count	Frequency (%)
False	4336	61.6%
True	2707	38.4%

streaming_movies
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4311
True	2732

Value	Count	Frequency (%)
False	4311	61.2%
True	2732	38.8%

streaming_music
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4555
True	2488

Value	Count	Frequency (%)
False	4555	64.7%
True	2488	35.3%

unlimited_data
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	4745
False	2298

Value	Count	Frequency (%)
True	4745	67.4%
False	2298	32.6%

contract
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Month-to-Month	3610
Two Year	1883
One Year	1550

Length

Max length	14
Median length	14
Mean length	11.075394
Min length	8

Characters and Unicode

Total characters	78004
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	One Year
2nd row	Month-to-Month
3rd row	Month-to-Month
4th row	Month-to-Month
5th row	Month-to-Month

Common Values

Value	Count	Frequency (%)
Month-to-Month	3610	51.3%
Two Year	1883	26.7%
One Year	1550	22.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
month-to-month	3610	34.5%
year	3433	32.8%
two	1883	18.0%
one	1550	14.8%

Most occurring characters

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
Y	3433	4.4%
a	3433	4.4%
	3433	4.4%
Other values (4)	8749	11.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53265	68.3%
Uppercase Letter	14086	18.1%
Dash Punctuation	7220	9.3%
Space Separator	3433	4.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	12713	23.9%
t	10830	20.3%
n	8770	16.5%
h	7220	13.6%
e	4983	9.4%
a	3433	6.4%
r	3433	6.4%
w	1883	3.5%

Uppercase Letter

Value	Count	Frequency (%)
M	7220	51.3%
Y	3433	24.4%
T	1883	13.4%
O	1550	11.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7220	100.0%

Space Separator

Value	Count	Frequency (%)
	3433	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67351	86.3%
Common	10653	13.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	12713	18.9%
t	10830	16.1%
n	8770	13.0%
M	7220	10.7%
h	7220	10.7%
e	4983	7.4%
Y	3433	5.1%
a	3433	5.1%
r	3433	5.1%
w	1883	2.8%
Other values (2)	3433	5.1%

Common

Value	Count	Frequency (%)
-	7220	67.8%
	3433	32.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78004	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
Y	3433	4.4%
a	3433	4.4%
	3433	4.4%
Other values (4)	8749	11.2%

paperless_billing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	4171
False	2872

Value	Count	Frequency (%)
True	4171	59.2%
False	2872	40.8%

payment_method
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

bank withdrawal	3909
credit card	2749
mailed check	385

Length

Max length	15
Median length	15
Mean length	13.274741
Min length	11

Characters and Unicode

Total characters	93494
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	credit card
2nd row	credit card
3rd row	bank withdrawal
4th row	bank withdrawal
5th row	credit card

Common Values

Value	Count	Frequency (%)
bank withdrawal	3909	55.5%
credit card	2749	39.0%
mailed check	385	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bank	3909	27.8%
withdrawal	3909	27.8%
credit	2749	19.5%
card	2749	19.5%
mailed	385	2.7%
check	385	2.7%

Most occurring characters

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
w	7818	8.4%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
c	6268	6.7%
h	4294	4.6%
k	4294	4.6%
Other values (5)	16016	17.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	86451	92.5%
Space Separator	7043	7.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	14861	17.2%
d	9792	11.3%
r	9407	10.9%
w	7818	9.0%
i	7043	8.1%
t	6658	7.7%
c	6268	7.3%
h	4294	5.0%
k	4294	5.0%
l	4294	5.0%
Other values (4)	11722	13.6%

Space Separator

Value	Count	Frequency (%)
	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	86451	92.5%
Common	7043	7.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	14861	17.2%
d	9792	11.3%
r	9407	10.9%
w	7818	9.0%
i	7043	8.1%
t	6658	7.7%
c	6268	7.3%
h	4294	5.0%
k	4294	5.0%
l	4294	5.0%
Other values (4)	11722	13.6%

Common

Value	Count	Frequency (%)
	7043	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
w	7818	8.4%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
c	6268	6.7%
h	4294	4.6%
k	4294	4.6%
Other values (5)	16016	17.1%

monthly_charge
Real number (ℝ)

High correlation Zeros

Distinct	1582
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.688421

Minimum	0
Maximum	118.75
Zeros	120
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	19.5
Q1	30.4
median	70.05
Q3	89.75
95-th percentile	107.195
Maximum	118.75
Range	118.75
Interquartile range (IQR)	59.35

Descriptive statistics

Standard deviation	31.005583
Coefficient of variation (CV)	0.48683234
Kurtosis	-1.1953569
Mean	63.688421
Median Absolute Deviation (MAD)	24.5
Skewness	-0.24781026
Sum	448557.55
Variance	961.34619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	1.7%
20.05	60	0.9%
19.85	45	0.6%
19.95	44	0.6%
19.9	44	0.6%
20	43	0.6%
19.65	42	0.6%
19.7	40	0.6%
20.25	39	0.6%
19.55	39	0.6%
Other values (1572)	6527	92.7%

Value	Count	Frequency (%)
0	120	1.7%
18.25	1	< 0.1%
18.4	1	< 0.1%
18.55	1	< 0.1%
18.7	2	< 0.1%
18.75	1	< 0.1%
18.8	7	0.1%
18.85	5	0.1%
18.9	2	< 0.1%
18.95	6	0.1%

Value	Count	Frequency (%)
118.75	1	< 0.1%
118.65	1	< 0.1%
118.6	2	< 0.1%
118.35	1	< 0.1%
118.2	1	< 0.1%
117.8	1	< 0.1%
117.6	1	< 0.1%
117.5	1	< 0.1%
117.45	1	< 0.1%
117.35	1	< 0.1%

total_charges
Real number (ℝ)

High correlation

Distinct	6540
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2280.3813

Minimum	18.8
Maximum	8684.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	18.8
5-th percentile	49.65
Q1	400.15
median	1394.55
Q3	3786.6
95-th percentile	6921.025
Maximum	8684.8
Range	8666
Interquartile range (IQR)	3386.45

Descriptive statistics

Standard deviation	2266.2205
Coefficient of variation (CV)	0.99379016
Kurtosis	-0.22769266
Mean	2280.3813
Median Absolute Deviation (MAD)	1219.75
Skewness	0.96379109
Sum	16060725
Variance	5135755.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.2	11	0.2%
19.75	9	0.1%
19.9	8	0.1%
19.65	8	0.1%
20.05	8	0.1%
45.3	7	0.1%
19.55	7	0.1%
20.25	6	0.1%
19.45	6	0.1%
20.15	6	0.1%
Other values (6530)	6967	98.9%

Value	Count	Frequency (%)
18.8	1	< 0.1%
18.85	2	< 0.1%
18.9	1	< 0.1%
19	1	< 0.1%
19.05	1	< 0.1%
19.1	3	< 0.1%
19.15	1	< 0.1%
19.2	4	0.1%
19.25	3	< 0.1%
19.3	4	0.1%

Value	Count	Frequency (%)
8684.8	1	< 0.1%
8672.45	1	< 0.1%
8670.1	1	< 0.1%
8594.4	1	< 0.1%
8564.75	1	< 0.1%
8547.15	1	< 0.1%
8543.25	1	< 0.1%
8529.5	1	< 0.1%
8496.7	1	< 0.1%
8477.7	1	< 0.1%

total_refunds
Real number (ℝ)

Zeros

Distinct	500
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9621823

Minimum	0
Maximum	49.79
Zeros	6518
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	18.149
Maximum	49.79
Range	49.79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9026144
Coefficient of variation (CV)	4.0274618
Kurtosis	18.350658
Mean	1.9621823
Median Absolute Deviation (MAD)	0
Skewness	4.3285167
Sum	13819.65
Variance	62.451314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6518	92.5%
20.45	2	< 0.1%
16.56	2	< 0.1%
47.04	2	< 0.1%
5.73	2	< 0.1%
14.23	2	< 0.1%
18.55	2	< 0.1%
8.74	2	< 0.1%
49.57	2	< 0.1%
1.31	2	< 0.1%
Other values (490)	507	7.2%

Value	Count	Frequency (%)
0	6518	92.5%
1.01	1	< 0.1%
1.09	1	< 0.1%
1.27	1	< 0.1%
1.31	2	< 0.1%
1.48	1	< 0.1%
1.65	1	< 0.1%
1.66	1	< 0.1%
1.69	1	< 0.1%
1.83	1	< 0.1%

Value	Count	Frequency (%)
49.79	1	< 0.1%
49.76	1	< 0.1%
49.57	2	< 0.1%
49.53	1	< 0.1%
49.51	1	< 0.1%
49.38	1	< 0.1%
49.37	1	< 0.1%
49.24	1	< 0.1%
49.23	1	< 0.1%
49.22	1	< 0.1%

total_extra_data_charges
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8607128

Minimum	0
Maximum	150
Zeros	6315
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	60
Maximum	150
Range	150
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.104978
Coefficient of variation (CV)	3.6592376
Kurtosis	16.458874
Mean	6.8607128
Median Absolute Deviation (MAD)	0
Skewness	4.0912092
Sum	48320
Variance	630.25992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	6315	89.7%
10	138	2.0%
40	62	0.9%
30	58	0.8%
20	51	0.7%
80	47	0.7%
100	44	0.6%
50	43	0.6%
150	42	0.6%
130	40	0.6%
Other values (6)	203	2.9%

Value	Count	Frequency (%)
0	6315	89.7%
10	138	2.0%
20	51	0.7%
30	58	0.8%
40	62	0.9%
50	43	0.6%
60	36	0.5%
70	34	0.5%
80	47	0.7%
90	35	0.5%

Value	Count	Frequency (%)
150	42	0.6%
140	38	0.5%
130	40	0.6%
120	28	0.4%
110	32	0.5%
100	44	0.6%
90	35	0.5%
80	47	0.7%
70	34	0.5%
60	36	0.5%

total_long_distance_charges
Real number (ℝ)

High correlation Zeros

Distinct	6068
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	749.09926

Minimum	0
Maximum	3564.72
Zeros	682
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	70.545
median	401.44
Q3	1191.1
95-th percentile	2577.877
Maximum	3564.72
Range	3564.72
Interquartile range (IQR)	1120.555

Descriptive statistics

Standard deviation	846.66005
Coefficient of variation (CV)	1.1302375
Kurtosis	0.64409208
Mean	749.09926
Median Absolute Deviation (MAD)	382.12
Skewness	1.238282
Sum	5275906.1
Variance	716833.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	9.7%
48.96	4	0.1%
22.86	4	0.1%
15.6	4	0.1%
808.08	3	< 0.1%
26	3	< 0.1%
2077.92	3	< 0.1%
15.28	3	< 0.1%
24.48	3	< 0.1%
200.34	3	< 0.1%
Other values (6058)	6331	89.9%

Value	Count	Frequency (%)
0	682	9.7%
1.13	1	< 0.1%
1.15	1	< 0.1%
1.17	1	< 0.1%
1.23	1	< 0.1%
1.28	1	< 0.1%
1.47	1	< 0.1%
1.48	1	< 0.1%
1.5	1	< 0.1%
1.59	1	< 0.1%

Value	Count	Frequency (%)
3564.72	1	< 0.1%
3564	1	< 0.1%
3536.64	1	< 0.1%
3515.92	1	< 0.1%
3508.82	1	< 0.1%
3501.72	1	< 0.1%
3493.44	1	< 0.1%
3492.72	1	< 0.1%
3487.68	1	< 0.1%
3482.64	1	< 0.1%

total_revenue
Real number (ℝ)

High correlation

Distinct	6975
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3034.3791

Minimum	21.36
Maximum	11979.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	21.36
5-th percentile	78.452
Q1	605.61
median	2108.64
Q3	4801.145
95-th percentile	8747.041
Maximum	11979.34
Range	11957.98
Interquartile range (IQR)	4195.535

Descriptive statistics

Standard deviation	2865.2045
Coefficient of variation (CV)	0.9442474
Kurtosis	-0.20345739
Mean	3034.3791
Median Absolute Deviation (MAD)	1767.61
Skewness	0.91941027
Sum	21371132
Variance	8209397.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.56	3	< 0.1%
68.41	3	< 0.1%
24.8	3	< 0.1%
116.27	3	< 0.1%
90.55	2	< 0.1%
60.18	2	< 0.1%
105.89	2	< 0.1%
55.14	2	< 0.1%
622.45	2	< 0.1%
226.45	2	< 0.1%
Other values (6965)	7019	99.7%

Value	Count	Frequency (%)
21.36	1	< 0.1%
21.4	1	< 0.1%
21.61	1	< 0.1%
22.08	1	< 0.1%
22.12	1	< 0.1%
22.25	1	< 0.1%
22.28	1	< 0.1%
22.54	1	< 0.1%
23.24	2	< 0.1%
23.28	1	< 0.1%

Value	Count	Frequency (%)
11979.34	1	< 0.1%
11868.34	1	< 0.1%
11795.78	1	< 0.1%
11688.9	1	< 0.1%
11634.53	1	< 0.1%
11596.99	1	< 0.1%
11564.37	1	< 0.1%
11529.54	1	< 0.1%
11514.81	1	< 0.1%
11501.82	1	< 0.1%

customer_status
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

stayed	4720
churned	1869
joined	454

Length

Max length	7
Median length	6
Mean length	6.2653699
Min length	6

Characters and Unicode

Total characters	44127
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	stayed
2nd row	stayed
3rd row	churned
4th row	churned
5th row	churned

Common Values

Value	Count	Frequency (%)
stayed	4720	67.0%
churned	1869	26.5%
joined	454	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
stayed	4720	67.0%
churned	1869	26.5%
joined	454	6.4%

Most occurring characters

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
t	4720	10.7%
s	4720	10.7%
y	4720	10.7%
a	4720	10.7%
n	2323	5.3%
c	1869	4.2%
u	1869	4.2%
h	1869	4.2%
Other values (4)	3231	7.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44127	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
t	4720	10.7%
s	4720	10.7%
y	4720	10.7%
a	4720	10.7%
n	2323	5.3%
c	1869	4.2%
u	1869	4.2%
h	1869	4.2%
Other values (4)	3231	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	44127	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
t	4720	10.7%
s	4720	10.7%
y	4720	10.7%
a	4720	10.7%
n	2323	5.3%
c	1869	4.2%
u	1869	4.2%
h	1869	4.2%
Other values (4)	3231	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44127	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
t	4720	10.7%
s	4720	10.7%
y	4720	10.7%
a	4720	10.7%
n	2323	5.3%
c	1869	4.2%
u	1869	4.2%
h	1869	4.2%
Other values (4)	3231	7.3%

churn_category
Categorical

High correlation

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

not specified	5174
Competitor	841
Dissatisfaction	321
Attitude	314
Price	211

Length

Max length	15
Median length	13
Mean length	12.063609
Min length	5

Characters and Unicode

Total characters	84964
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not specified
2nd row	not specified
3rd row	Competitor
4th row	Dissatisfaction
5th row	Dissatisfaction

Common Values

Value	Count	Frequency (%)
not specified	5174	73.5%
Competitor	841	11.9%
Dissatisfaction	321	4.6%
Attitude	314	4.5%
Price	211	3.0%
Other	182	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	5174	42.4%
specified	5174	42.4%
competitor	841	6.9%
dissatisfaction	321	2.6%
attitude	314	2.6%
price	211	1.7%
other	182	1.5%

Most occurring characters

Value	Count	Frequency (%)
i	12677	14.9%
e	11896	14.0%
t	8622	10.1%
o	7177	8.4%
s	6137	7.2%
p	6015	7.1%
c	5706	6.7%
f	5495	6.5%
n	5495	6.5%
d	5488	6.5%
Other values (11)	10256	12.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77921	91.7%
Space Separator	5174	6.1%
Uppercase Letter	1869	2.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	12677	16.3%
e	11896	15.3%
t	8622	11.1%
o	7177	9.2%
s	6137	7.9%
p	6015	7.7%
c	5706	7.3%
f	5495	7.1%
n	5495	7.1%
d	5488	7.0%
Other values (5)	3213	4.1%

Uppercase Letter

Value	Count	Frequency (%)
C	841	45.0%
D	321	17.2%
A	314	16.8%
P	211	11.3%
O	182	9.7%

Space Separator

Value	Count	Frequency (%)
	5174	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	79790	93.9%
Common	5174	6.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	12677	15.9%
e	11896	14.9%
t	8622	10.8%
o	7177	9.0%
s	6137	7.7%
p	6015	7.5%
c	5706	7.2%
f	5495	6.9%
n	5495	6.9%
d	5488	6.9%
Other values (10)	5082	6.4%

Common

Value	Count	Frequency (%)
	5174	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	84964	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	12677	14.9%
e	11896	14.0%
t	8622	10.1%
o	7177	8.4%
s	6137	7.2%
p	6015	7.1%
c	5706	6.7%
f	5495	6.5%
n	5495	6.5%
d	5488	6.5%
Other values (11)	10256	12.1%

churn_reason
Categorical

High correlation Imbalance

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

not specified	5174
Competitor Offer	841
Dissatisfaction	243
attitude of support person	220
Other	219
Other values (4)	346

Length

Max length	31
Median length	13
Mean length	13.829618
Min length	5

Characters and Unicode

Total characters	97402
Distinct characters	28
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	not specified
2nd row	not specified
3rd row	Competitor Offer
4th row	Dissatisfaction
5th row	Dissatisfaction

Common Values

Value	Count	Frequency (%)
not specified	5174	73.5%
Competitor Offer	841	11.9%
Dissatisfaction	243	3.5%
attitude of support person	220	3.1%
Other	219	3.1%
Price Issue	211	3.0%
attitude of service provider	94	1.3%
lack of self-service on website	29	0.4%
poor expertise of phone support	12	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	5174	36.0%
specified	5174	36.0%
competitor	841	5.9%
offer	841	5.9%
of	355	2.5%
attitude	314	2.2%
dissatisfaction	243	1.7%
support	232	1.6%
person	220	1.5%
other	219	1.5%
Other values (11)	762	5.3%

Most occurring characters

Value	Count	Frequency (%)
e	13680	14.0%
i	12701	13.0%
t	8776	9.0%
o	8065	8.3%
f	7483	7.7%
	7332	7.5%
s	6970	7.2%
p	6829	7.0%
c	5780	5.9%
n	5678	5.8%
Other values (18)	14108	14.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	87475	89.8%
Space Separator	7332	7.5%
Uppercase Letter	2566	2.6%
Dash Punctuation	29	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13680	15.6%
i	12701	14.5%
t	8776	10.0%
o	8065	9.2%
f	7483	8.6%
s	6970	8.0%
p	6829	7.8%
c	5780	6.6%
n	5678	6.5%
d	5582	6.4%
Other values (11)	5931	6.8%

Uppercase Letter

Value	Count	Frequency (%)
O	1060	41.3%
C	841	32.8%
D	243	9.5%
P	211	8.2%
I	211	8.2%

Space Separator

Value	Count	Frequency (%)
	7332	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90041	92.4%
Common	7361	7.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13680	15.2%
i	12701	14.1%
t	8776	9.7%
o	8065	9.0%
f	7483	8.3%
s	6970	7.7%
p	6829	7.6%
c	5780	6.4%
n	5678	6.3%
d	5582	6.2%
Other values (16)	8497	9.4%

Common

Value	Count	Frequency (%)
	7332	99.6%
-	29	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	97402	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13680	14.0%
i	12701	13.0%
t	8776	9.0%
o	8065	8.3%
f	7483	7.7%
	7332	7.5%
s	6970	7.2%
p	6829	7.0%
c	5780	5.9%
n	5678	5.8%
Other values (18)	14108	14.5%

Interactions

Correlations

	age	avg_monthly_gb_download	avg_monthly_long_distance_charges	churn_category	churn_reason	contract	customer_status	device_protection_plan	gender	internet_service	internet_type	latitude	longitude	married	monthly_charge	multiple_lines	number_of_dependents	number_of_referrals	offer	online_backup	online_security	paperless_billing	payment_method	phone_service	premium_tech_support	streaming_movies	streaming_music	streaming_tv	tenure_in_months	total_charges	total_extra_data_charges	total_long_distance_charges	total_refunds	total_revenue	unlimited_data	zip_code
age	1.000	-0.498	-0.012	0.067	0.053	0.027	0.107	0.045	0.000	0.172	0.139	-0.008	0.004	0.029	0.128	0.139	-0.120	-0.016	0.036	0.055	0.043	0.141	0.099	0.023	0.048	0.108	0.180	0.084	0.012	0.067	0.031	0.010	0.020	0.052	0.128	-0.007
avg_monthly_gb_download	-0.498	1.000	0.005	0.044	0.036	0.012	0.063	0.024	0.000	1.000	0.045	-0.015	0.012	0.096	-0.023	0.038	0.260	0.083	0.000	0.056	0.074	0.042	0.008	0.022	0.058	0.000	0.165	0.015	0.040	0.031	0.006	0.021	0.002	0.032	0.013	-0.008
avg_monthly_long_distance_charges	-0.012	0.005	1.000	0.018	0.011	0.026	0.022	0.043	0.032	0.111	0.180	0.006	-0.005	0.000	0.135	0.207	-0.006	0.008	0.000	0.035	0.057	0.000	0.023	0.718	0.072	0.000	0.003	0.014	0.014	0.059	-0.009	0.651	-0.013	0.209	0.082	0.006
churn_category	0.067	0.044	0.018	1.000	0.973	0.320	0.707	0.073	0.000	0.237	0.180	0.090	0.069	0.150	0.115	0.045	0.109	0.139	0.118	0.085	0.171	0.193	0.156	0.013	0.164	0.056	0.045	0.066	0.162	0.093	0.025	0.108	0.000	0.107	0.172	0.077
churn_reason	0.053	0.036	0.011	0.973	1.000	0.320	0.706	0.072	0.000	0.238	0.180	0.073	0.056	0.152	0.091	0.046	0.087	0.108	0.117	0.089	0.171	0.192	0.157	0.021	0.164	0.066	0.046	0.067	0.127	0.073	0.020	0.084	0.000	0.084	0.171	0.064
contract	0.027	0.012	0.026	0.320	0.320	1.000	0.375	0.227	0.000	0.202	0.165	0.029	0.018	0.281	0.200	0.121	0.125	0.221	0.339	0.169	0.236	0.150	0.117	0.000	0.273	0.125	0.088	0.116	0.497	0.346	0.041	0.321	0.039	0.360	0.140	0.024
customer_status	0.107	0.063	0.022	0.707	0.706	0.375	1.000	0.176	0.003	0.242	0.224	0.067	0.053	0.236	0.212	0.171	0.181	0.245	0.282	0.161	0.218	0.199	0.161	0.007	0.213	0.155	0.132	0.154	0.447	0.300	0.038	0.282	0.047	0.321	0.182	0.042
device_protection_plan	0.045	0.024	0.043	0.073	0.072	0.227	0.176	1.000	0.000	0.380	0.380	0.000	0.010	0.153	0.499	0.200	0.009	0.127	0.246	0.303	0.275	0.103	0.079	0.070	0.333	0.402	0.349	0.390	0.359	0.522	0.076	0.210	0.000	0.471	0.296	0.000
gender	0.000	0.000	0.032	0.000	0.000	0.000	0.003	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.019	0.000	0.013	0.000	0.020	0.006	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.014
internet_service	0.172	1.000	0.111	0.237	0.238	0.202	0.242	0.380	0.000	1.000	1.000	0.060	0.046	0.000	0.931	0.210	0.172	0.042	0.046	0.381	0.333	0.320	0.273	0.171	0.336	0.418	0.388	0.415	0.021	0.428	0.155	0.045	0.006	0.310	0.755	0.043
internet_type	0.139	0.045	0.180	0.180	0.180	0.165	0.224	0.380	0.000	1.000	1.000	0.036	0.037	0.000	0.683	0.363	0.109	0.040	0.027	0.381	0.388	0.375	0.234	0.443	0.386	0.441	0.396	0.441	0.012	0.290	0.089	0.091	0.000	0.222	0.756	0.027
latitude	-0.008	-0.015	0.006	0.090	0.073	0.029	0.067	0.000	0.000	0.060	0.036	1.000	-0.870	0.025	-0.026	0.015	0.029	0.011	0.032	0.032	0.020	0.022	0.052	0.000	0.000	0.000	0.000	0.000	0.013	-0.004	-0.002	0.008	-0.009	0.001	0.043	0.880
longitude	0.004	0.012	-0.005	0.069	0.056	0.018	0.053	0.010	0.000	0.046	0.037	-0.870	1.000	0.021	0.026	0.005	-0.022	-0.002	0.035	0.000	0.000	0.027	0.050	0.000	0.016	0.013	0.000	0.000	-0.012	0.006	0.001	-0.004	-0.009	0.001	0.019	-0.742
married	0.029	0.096	0.000	0.150	0.152	0.281	0.236	0.153	0.000	0.000	0.000	0.025	0.021	1.000	0.152	0.141	0.362	0.682	0.256	0.141	0.142	0.008	0.062	0.012	0.119	0.117	0.088	0.124	0.378	0.324	0.000	0.269	0.031	0.333	0.014	0.027
monthly_charge	0.128	-0.023	0.135	0.115	0.091	0.200	0.212	0.499	0.019	0.931	0.683	-0.026	0.026	0.152	1.000	0.594	-0.129	0.078	0.118	0.459	0.381	0.357	0.223	0.559	0.414	0.651	0.543	0.655	0.270	0.620	0.120	0.307	0.028	0.553	0.704	-0.006
multiple_lines	0.139	0.038	0.207	0.045	0.046	0.121	0.171	0.200	0.000	0.210	0.363	0.015	0.005	0.141	0.594	1.000	0.012	0.075	0.237	0.202	0.097	0.163	0.152	0.279	0.100	0.258	0.193	0.257	0.333	0.469	0.061	0.333	0.046	0.461	0.159	0.031
number_of_dependents	-0.120	0.260	-0.006	0.109	0.087	0.125	0.181	0.009	0.013	0.172	0.109	0.029	-0.022	0.362	-0.129	0.012	1.000	0.356	0.042	0.000	0.045	0.121	0.068	0.029	0.021	0.070	0.031	0.054	0.135	0.042	-0.031	0.091	0.018	0.065	0.128	0.017
number_of_referrals	-0.016	0.083	0.008	0.139	0.108	0.221	0.245	0.127	0.000	0.042	0.040	0.011	-0.002	0.682	0.078	0.075	0.356	1.000	0.106	0.113	0.146	0.053	0.054	0.000	0.120	0.056	0.053	0.071	0.383	0.327	-0.025	0.257	0.037	0.339	0.000	0.006
offer	0.036	0.000	0.000	0.118	0.117	0.339	0.282	0.246	0.020	0.046	0.027	0.032	0.035	0.256	0.118	0.237	0.042	0.106	1.000	0.250	0.234	0.000	0.068	0.010	0.224	0.191	0.161	0.191	0.562	0.347	0.029	0.258	0.016	0.348	0.032	0.051
online_backup	0.055	0.056	0.035	0.085	0.089	0.169	0.161	0.303	0.006	0.381	0.381	0.032	0.000	0.141	0.459	0.202	0.000	0.113	0.250	1.000	0.283	0.126	0.095	0.050	0.294	0.274	0.245	0.282	0.358	0.509	0.100	0.243	0.000	0.472	0.283	0.022
online_security	0.043	0.074	0.057	0.171	0.171	0.236	0.218	0.275	0.012	0.333	0.388	0.020	0.000	0.142	0.381	0.097	0.045	0.146	0.234	0.283	1.000	0.000	0.044	0.092	0.354	0.187	0.195	0.175	0.326	0.420	0.057	0.198	0.031	0.383	0.264	0.012
paperless_billing	0.141	0.042	0.000	0.193	0.192	0.150	0.199	0.103	0.000	0.320	0.375	0.022	0.027	0.008	0.357	0.163	0.121	0.053	0.000	0.126	0.000	1.000	0.185	0.011	0.036	0.211	0.166	0.223	0.000	0.158	0.043	0.019	0.000	0.133	0.245	0.004
payment_method	0.099	0.008	0.023	0.156	0.157	0.117	0.161	0.079	0.000	0.273	0.234	0.052	0.050	0.062	0.223	0.152	0.068	0.054	0.068	0.095	0.044	0.185	1.000	0.024	0.049	0.178	0.134	0.181	0.095	0.116	0.032	0.072	0.014	0.102	0.197	0.049
phone_service	0.023	0.022	0.718	0.013	0.021	0.000	0.007	0.070	0.000	0.171	0.443	0.000	0.000	0.012	0.559	0.279	0.029	0.000	0.010	0.050	0.092	0.011	0.024	1.000	0.095	0.030	0.037	0.019	0.000	0.151	0.035	0.341	0.000	0.185	0.121	0.027
premium_tech_support	0.048	0.058	0.072	0.164	0.164	0.273	0.213	0.333	0.000	0.336	0.386	0.000	0.016	0.119	0.414	0.100	0.021	0.120	0.224	0.294	0.354	0.036	0.049	0.095	1.000	0.279	0.276	0.278	0.325	0.437	0.095	0.188	0.030	0.394	0.251	0.010
streaming_movies	0.108	0.000	0.000	0.056	0.066	0.125	0.155	0.402	0.000	0.418	0.441	0.000	0.013	0.117	0.651	0.258	0.070	0.056	0.191	0.274	0.187	0.211	0.178	0.030	0.279	1.000	0.848	0.533	0.283	0.518	0.094	0.187	0.000	0.463	0.318	0.000
streaming_music	0.180	0.165	0.003	0.045	0.046	0.088	0.132	0.349	0.000	0.388	0.396	0.000	0.000	0.088	0.543	0.193	0.031	0.053	0.161	0.245	0.195	0.166	0.134	0.037	0.276	0.848	1.000	0.455	0.234	0.440	0.077	0.149	0.000	0.392	0.296	0.014
streaming_tv	0.084	0.015	0.014	0.066	0.067	0.116	0.154	0.390	0.000	0.415	0.441	0.000	0.000	0.124	0.655	0.257	0.054	0.071	0.191	0.282	0.175	0.223	0.181	0.019	0.278	0.533	0.455	1.000	0.277	0.512	0.071	0.184	0.000	0.459	0.323	0.000
tenure_in_months	0.012	0.040	0.014	0.162	0.127	0.497	0.447	0.359	0.000	0.021	0.012	0.013	-0.012	0.378	0.270	0.333	0.135	0.383	0.562	0.358	0.326	0.000	0.095	0.000	0.325	0.283	0.234	0.277	1.000	0.889	0.019	0.663	0.084	0.913	0.006	0.010
total_charges	0.067	0.031	0.059	0.093	0.073	0.346	0.300	0.522	0.000	0.428	0.290	-0.004	0.006	0.324	0.620	0.469	0.042	0.327	0.347	0.509	0.420	0.158	0.116	0.151	0.437	0.518	0.440	0.512	0.889	1.000	0.078	0.650	0.087	0.978	0.328	0.003
total_extra_data_charges	0.031	0.006	-0.009	0.025	0.020	0.041	0.038	0.076	0.000	0.155	0.089	-0.002	0.001	0.000	0.120	0.061	-0.031	-0.025	0.029	0.100	0.057	0.043	0.032	0.035	0.095	0.094	0.077	0.071	0.019	0.078	1.000	-0.004	0.009	0.067	0.433	-0.002
total_long_distance_charges	0.010	0.021	0.651	0.108	0.084	0.321	0.282	0.210	0.027	0.045	0.091	0.008	-0.004	0.269	0.307	0.333	0.091	0.257	0.258	0.243	0.198	0.019	0.072	0.341	0.188	0.187	0.149	0.184	0.663	0.650	-0.004	1.000	0.061	0.778	0.029	0.010
total_refunds	0.020	0.002	-0.013	0.000	0.000	0.039	0.047	0.000	0.000	0.006	0.000	-0.009	-0.009	0.031	0.028	0.046	0.018	0.037	0.016	0.000	0.031	0.000	0.014	0.000	0.030	0.000	0.000	0.000	0.084	0.087	0.009	0.061	1.000	0.082	0.024	-0.004
total_revenue	0.052	0.032	0.209	0.107	0.084	0.360	0.321	0.471	0.000	0.310	0.222	0.001	0.001	0.333	0.553	0.461	0.065	0.339	0.348	0.472	0.383	0.133	0.102	0.185	0.394	0.463	0.392	0.459	0.913	0.978	0.067	0.778	0.082	1.000	0.235	0.007
unlimited_data	0.128	0.013	0.082	0.172	0.171	0.140	0.182	0.296	0.000	0.755	0.756	0.043	0.019	0.014	0.704	0.159	0.128	0.000	0.032	0.283	0.264	0.245	0.197	0.121	0.251	0.318	0.296	0.323	0.006	0.328	0.433	0.029	0.024	0.235	1.000	0.021
zip_code	-0.007	-0.008	0.006	0.077	0.064	0.024	0.042	0.000	0.014	0.043	0.027	0.880	-0.742	0.027	-0.006	0.031	0.017	0.006	0.051	0.022	0.012	0.004	0.049	0.027	0.010	0.000	0.014	0.000	0.010	0.003	-0.002	0.010	-0.004	0.007	0.021	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	customer_id	gender	age	married	number_of_dependents	city	zip_code	latitude	longitude	number_of_referrals	tenure_in_months	offer	phone_service	avg_monthly_long_distance_charges	multiple_lines	internet_service	internet_type	avg_monthly_gb_download	online_security	online_backup	device_protection_plan	premium_tech_support	streaming_tv	streaming_movies	streaming_music	unlimited_data	contract	paperless_billing	payment_method	monthly_charge	total_charges	total_refunds	total_extra_data_charges	total_long_distance_charges	total_revenue	customer_status	churn_category	churn_reason
0	0002-ORFBO	Female	37	True	0	Frazier Park	93225	34.827662	-118.999073	2	9	not specified	True	42.39	False	yes	cable	16.0	False	True	False	True	True	False	False	True	One Year	True	credit card	65.60	593.30	0.00	0	381.51	974.81	stayed	not specified	not specified
1	0003-MKNFE	Male	46	False	0	Glendale	91206	34.162515	-118.203869	0	9	not specified	True	10.69	True	yes	cable	10.0	False	False	False	False	False	True	True	False	Month-to-Month	False	credit card	0.00	542.40	38.33	10	96.21	610.28	stayed	not specified	not specified
2	0004-TLHLJ	Male	50	False	0	Costa Mesa	92627	33.645672	-117.922613	0	4	offer e	True	33.65	False	yes	fiber optic	30.0	False	False	True	False	False	False	False	True	Month-to-Month	True	bank withdrawal	73.90	280.85	0.00	0	134.60	415.45	churned	Competitor	Competitor Offer
3	0011-IGKFF	Male	78	True	0	Martinez	94553	38.014457	-122.115432	1	13	offer d	True	27.82	False	yes	fiber optic	4.0	False	True	True	False	True	True	False	True	Month-to-Month	True	bank withdrawal	98.00	1237.85	0.00	0	361.66	1599.51	churned	Dissatisfaction	Dissatisfaction
4	0013-EXCHZ	Female	75	True	0	Camarillo	93010	34.227846	-119.079903	3	3	not specified	True	7.38	False	yes	fiber optic	11.0	False	False	False	True	True	False	False	True	Month-to-Month	True	credit card	83.90	267.40	0.00	0	22.14	289.54	churned	Dissatisfaction	Dissatisfaction
5	0013-MHZWF	Female	23	False	3	Midpines	95345	37.581496	-119.972762	0	9	offer e	True	16.77	False	yes	cable	73.0	False	False	False	True	True	True	True	True	Month-to-Month	True	credit card	69.40	571.45	0.00	0	150.93	722.38	stayed	not specified	not specified
6	0013-SMEOE	Female	67	True	0	Lompoc	93437	34.757477	-120.550507	1	71	offer a	True	9.96	False	yes	fiber optic	14.0	True	True	True	True	True	True	True	True	Two Year	True	bank withdrawal	109.70	7904.25	0.00	0	707.16	8611.41	stayed	not specified	not specified
7	0014-BMAQU	Male	52	True	0	Napa	94558	38.489789	-122.270110	8	63	offer b	True	12.96	True	yes	fiber optic	7.0	True	False	False	True	False	False	False	False	Two Year	True	credit card	84.65	5377.80	0.00	20	816.48	6214.28	stayed	not specified	not specified
8	0015-UOCOJ	Female	68	False	0	Simi Valley	93063	34.296813	-118.685703	0	7	offer e	True	10.53	False	yes	dsl	21.0	True	False	False	False	False	False	False	True	Two Year	True	bank withdrawal	48.20	340.35	0.00	0	73.71	414.06	stayed	not specified	not specified
9	0016-QLJIS	Female	43	True	1	Sheridan	95681	38.984756	-121.345074	3	65	not specified	True	28.46	True	yes	cable	14.0	True	True	True	True	True	True	True	True	Two Year	True	credit card	90.45	5957.90	0.00	0	1849.90	7807.80	stayed	not specified	not specified

	customer_id	gender	age	married	number_of_dependents	city	zip_code	latitude	longitude	number_of_referrals	tenure_in_months	offer	phone_service	avg_monthly_long_distance_charges	multiple_lines	internet_service	internet_type	avg_monthly_gb_download	online_security	online_backup	device_protection_plan	premium_tech_support	streaming_tv	streaming_movies	streaming_music	unlimited_data	contract	paperless_billing	payment_method	monthly_charge	total_charges	total_extra_data_charges	total_long_distance_charges	total_revenue	customer_status	churn_category	churn_reason
7033	9975-SKRNR	Male	24	False	0	Sierraville	96126	39.559709	-120.345639	0	1	offer e	True	49.51	False	no	not specified	NaN	False	False	False	False	False	False	False	False	Month-to-Month	False	credit card	18.90	18.90	0	49.51	68.41	joined	not specified	not specified
7034	9978-HYCIN	Male	72	True	1	Bakersfield	93301	35.383937	-119.020428	1	47	not specified	True	42.29	False	yes	fiber optic	22.0	False	True	False	False	True	False	False	False	One Year	True	bank withdrawal	84.95	4018.05	80	1987.63	6085.68	stayed	not specified	not specified
7035	9979-RGMZT	Female	20	False	0	Los Angeles	90022	34.023810	-118.156582	0	7	offer e	True	36.49	False	yes	fiber optic	42.0	False	True	False	False	True	True	True	True	One Year	True	credit card	94.05	633.45	0	255.43	888.88	stayed	not specified	not specified
7036	9985-MWVIX	Female	53	False	0	Hume	93628	36.807595	-118.901544	0	1	offer e	True	42.09	False	yes	fiber optic	9.0	False	False	False	False	False	False	False	True	Month-to-Month	True	credit card	70.15	70.15	0	42.09	112.24	churned	Competitor	Competitor Offer
7037	9986-BONCE	Female	36	False	0	Fallbrook	92028	33.362575	-117.299644	0	4	not specified	True	2.01	False	no	not specified	NaN	False	False	False	False	False	False	False	False	Month-to-Month	False	bank withdrawal	20.95	85.50	0	8.04	93.54	churned	Competitor	Competitor Offer
7038	9987-LUTYD	Female	20	False	0	La Mesa	91941	32.759327	-116.997260	0	13	offer d	True	46.68	False	yes	dsl	59.0	True	False	False	True	False	False	True	True	One Year	False	credit card	55.15	742.90	0	606.84	1349.74	stayed	not specified	not specified
7039	9992-RRAMN	Male	40	True	0	Riverbank	95367	37.734971	-120.954271	1	22	offer d	True	16.20	True	yes	fiber optic	17.0	False	False	False	False	False	True	True	True	Month-to-Month	True	bank withdrawal	85.10	1873.70	0	356.40	2230.10	churned	Dissatisfaction	Dissatisfaction
7040	9992-UJOEL	Male	22	False	0	Elk	95432	39.108252	-123.645121	0	2	offer e	True	18.62	False	yes	dsl	51.0	False	True	False	False	False	False	False	True	Month-to-Month	True	credit card	50.30	92.75	0	37.24	129.99	joined	not specified	not specified
7041	9993-LHIEB	Male	21	True	0	Solana Beach	92075	33.001813	-117.263628	5	67	offer a	True	2.12	False	yes	cable	58.0	True	False	True	True	False	True	True	True	Two Year	False	credit card	67.85	4627.65	0	142.04	4769.69	stayed	not specified	not specified
7042	9995-HOTOH	Male	36	True	0	Sierra City	96125	39.600599	-120.636358	1	63	not specified	False	0.00	False	yes	cable	5.0	True	True	True	False	True	True	True	True	Two Year	False	bank withdrawal	59.00	3707.60	0	0.00	3707.60	stayed	not specified	not specified

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter